OCR S2 2013 January — Question 9 8 marks

Exam BoardOCR
ModuleS2 (Statistics 2)
Year2013
SessionJanuary
Marks8
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicHypothesis test of binomial distributions
TypeCalculate Type I error probability
DifficultyStandard +0.8 This is a multi-part hypothesis testing question requiring understanding of Type I and Type II errors, conditional probability, and the law of total probability. Part (iii) is particularly challenging as it requires constructing a probability tree with multiple scenarios and careful tracking of when p changes, going beyond standard textbook exercises.
Spec2.05b Hypothesis test for binomial proportion2.05c Significance levels: one-tail and two-tail

9 The random variable \(A\) has the distribution \(\mathrm { B } ( 30 , p )\). A test is carried out of the hypotheses \(\mathrm { H } _ { 0 } : p = 0.6\) against \(\mathrm { H } _ { 1 } : p < 0.6\). The critical region is \(A \leqslant 13\).
  1. State the probability that \(\mathrm { H } _ { 0 }\) is rejected when \(p = 0.6\).
  2. Find the probability that a Type II error occurs when \(p = 0.5\).
  3. It is known that on average \(p = 0.5\) on one day in five, and on other days the value of \(p\) is 0.6 . On each day two tests are carried out. If the result of the first test is that \(\mathrm { H } _ { 0 }\) is rejected, the value of \(p\) is adjusted if necessary, to ensure that \(p = 0.6\) for the rest of the day. Otherwise the value of \(p\) remains the same as for the first test. Calculate the probability that the result of the second test is to reject \(\mathrm { H } _ { 0 }\). \section*{THERE ARE NO QUESTIONS WRITTEN ON THIS PAGE.}

Question 9:
Part (i):
AnswerMarks Guidance
AnswerMarks Guidance
\(4.81\%\) or \(0.0481\)B1 One of these only, or more SF. \(N(18,\ 7.2) \to 0.0468\): B1
[1 mark]
Part (ii):
AnswerMarks Guidance
AnswerMarks Guidance
\(P(\geq 14) = 0.7077\)M1, A1 Allow M1 for answer 0.5722 or 0.8192. 0.708 or 0.7077 or more SF. \(0.2923: 0\); \(N(15,\ 7.5) \to 0.78\): M1A1; \(0.8194\) or \(0.7674\): M1A0
[2 marks]
Part (iii):
AnswerMarks Guidance
AnswerMarks Guidance
Only way that \(p = 0.5\) for second test is if Type II error on first, where \(0.2 \times 0.7077 = 0.14154\). Therefore \(0.14154 \times 0.2923 + 0.85846 \times 0.0481 = \mathbf{0.0827}\)M1, M1, M2, A1 \(0.2 \times 0.7077 \times 0.2923\ [= 0.04137]\). Consider \(1 - 0.14154\). \(0.2\times(\text{ii})\times(1-(\text{ii})) + (1-[0.2\times(\text{ii})])\times(\text{i})\ [= 0.04137 + 0.04127]\). Answer a.r.t. 0.083
OR: \(0.8\times0.0481\times\overline{0.0481}\ [0.00185] + 0.8\times0.9519\times0.0481\ [0.03663] + 0.2\times0.2923\times0.0481\ [0.00281] + 0.2\times\overline{0.7077}\times0.2923\ [0.04137]\); Add up 4 terms of 3 multiplications; Answer 0.0827M1, M1, M1, M1, A1 Any two of these three: M1; third of these three: M1; this one: M1. SR: No 0.8 or 0.2 but 2 products: M1; 4 products: M2
[5 marks]
Appendix 2 – Question 6(i) Specific Examples
## Question 9:

### Part (i):

| Answer | Marks | Guidance |
|--------|-------|----------|
| $4.81\%$ or $0.0481$ | B1 | One of these only, or more SF. $N(18,\ 7.2) \to 0.0468$: B1 |

**[1 mark]**

### Part (ii):

| Answer | Marks | Guidance |
|--------|-------|----------|
| $P(\geq 14) = 0.7077$ | M1, A1 | Allow M1 for answer 0.5722 or 0.8192. 0.708 or 0.7077 or more SF. $0.2923: 0$; $N(15,\ 7.5) \to 0.78$: M1A1; $0.8194$ or $0.7674$: M1A0 |

**[2 marks]**

### Part (iii):

| Answer | Marks | Guidance |
|--------|-------|----------|
| Only way that $p = 0.5$ for second test is if Type II error on first, where $0.2 \times 0.7077 = 0.14154$. Therefore $0.14154 \times 0.2923 + 0.85846 \times 0.0481 = \mathbf{0.0827}$ | M1, M1, M2, A1 | $0.2 \times 0.7077 \times 0.2923\ [= 0.04137]$. Consider $1 - 0.14154$. $0.2\times(\text{ii})\times(1-(\text{ii})) + (1-[0.2\times(\text{ii})])\times(\text{i})\ [= 0.04137 + 0.04127]$. Answer a.r.t. 0.083 |
| OR: $0.8\times0.0481\times\overline{0.0481}\ [0.00185] + 0.8\times0.9519\times0.0481\ [0.03663] + 0.2\times0.2923\times0.0481\ [0.00281] + 0.2\times\overline{0.7077}\times0.2923\ [0.04137]$; Add up 4 terms of 3 multiplications; Answer 0.0827 | M1, M1, M1, M1, A1 | Any two of these three: M1; third of these three: M1; this one: M1. SR: No 0.8 or 0.2 but 2 products: M1; 4 products: M2 |

**[5 marks]**

# Appendix 2 – Question 6(i) Specific Examples
9 The random variable $A$ has the distribution $\mathrm { B } ( 30 , p )$. A test is carried out of the hypotheses $\mathrm { H } _ { 0 } : p = 0.6$ against $\mathrm { H } _ { 1 } : p < 0.6$. The critical region is $A \leqslant 13$.\\
(i) State the probability that $\mathrm { H } _ { 0 }$ is rejected when $p = 0.6$.\\
(ii) Find the probability that a Type II error occurs when $p = 0.5$.\\
(iii) It is known that on average $p = 0.5$ on one day in five, and on other days the value of $p$ is 0.6 . On each day two tests are carried out. If the result of the first test is that $\mathrm { H } _ { 0 }$ is rejected, the value of $p$ is adjusted if necessary, to ensure that $p = 0.6$ for the rest of the day. Otherwise the value of $p$ remains the same as for the first test. Calculate the probability that the result of the second test is to reject $\mathrm { H } _ { 0 }$.

\section*{THERE ARE NO QUESTIONS WRITTEN ON THIS PAGE.}

\hfill \mbox{\textit{OCR S2 2013 Q9 [8]}}